Multi-objective optimization of GENIE earth system models

Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences

Volumn 367, Issue 1898, 2009, Pages 2623-2633

  Price, Andrew R ^a   Myerscough, Rchard J ^a   Voutchkov, Ivan I ^a   Marsh, Robert ^a   Cox, Simon J ^a  

^a UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

Author keywords

Grid computing; High performance computing; High throughput computing; Multi objective optimization

Indexed keywords

COMPUTER SCIENCE; EARTH (PLANET); MATHEMATICAL MODELS; MODEL STRUCTURES; MULTIOBJECTIVE OPTIMIZATION; PARAMETER ESTIMATION; TECHNOLOGICAL FORECASTING; TESTBEDS;

CLIMATE MODEL; EARTH SYSTEMS; GENIE EARTH-SYSTEM MODEL; GRID COMPUTING TECHNOLOGY; HIGH-PERFORMANCE COMPUTING; HIGH-THROUGHPUT COMPUTING; ITERATIVE EVALUATION; LONG-TERM FORECAST; OPTIMIZATION PROCESS; RESPONSE SURFACE MODELS;

GRID COMPUTING;

ALGORITHM; ASTRONOMY; COMPUTER ANALYSIS; COMPUTER PROGRAM; COMPUTER SIMULATION; THEORETICAL MODEL;

ALGORITHMS; COMPUTER SIMULATION; COMPUTING METHODOLOGIES; EARTH (PLANET); MODELS, THEORETICAL; SOFTWARE;

EID: 67650299441     PISSN: 1364503X     EISSN: None     Source Type: Journal    
DOI: 10.1098/rsta.2009.0039     Document Type: Article

References (16)

1. Deb, K., Pratap, A., Agarwal, S. & Meyarivan, T. 2002 A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 6, 182-197. (doi:10.1109/4235.996017) (Pubitemid 34555372)
2. Edwards, N. R. & Marsh, R. 2005 Uncertainties due to transport-parameter sensitivity in an efficient 3-D ocean-climate model. Clim. Dyn. 24, 415-433. (doi:10.1007/s00382-004-0508-8) (Pubitemid 40473196)
3. Eres, M. H., Pound, G. E., Jiao, Z., Wason, J. L., Xu, F., Keane, A. J. & Cox, S. J. 2005 Implementation and utilisation of a grid-enabled problem solving environment in Matlab. Future Gener. Comput. Syst. 21, 920-929. (doi:10.1016/j.future.2003.12.016)
4. Jones, D. R., Schonlau, M. & Welch, W. J. 1998 Efficient global optimization of expensive blackbox functions. J. Global Optim. 13, 455-492. (doi:10.1023/A:1008306431147) (Pubitemid 128507405)
5. Lenton, T. M. et al. 2007 Effects of atmospheric dynamics and ocean resolution on bi-stability of the thermohaline circulation examined using the Grid ENabled Integrated Earth system modelling (GENIE) framework. Clim. Dyn. 29, 591-613. (doi:10.1007/s00382-007-0254-9) (Pubitemid 47400024)
6. Levitus, S., Boyer, T. P., Conkright, M. E., O'Brien, T., Antonov, J., Stephens, C., Johnson, D. & Gelfeld, R. 1998 NOAA Atlas NESDIS 18. Washington, DC: U.S. Government Printing Office.
7. Lumpkin, R., Speer, K. G. & Koltermann, K. P. 2008 Transport across 48°N in the Atlantic Ocean. J. Phys. Oceanogr. 38, 733-752. (doi:10.1175/2007JPO3636.1) (Pubitemid 351864860)
8. Marzeion, B., Levermann, A. & Mignon, J. 2007 The role of stratification-dependent mixing for the stability of the Atlantic overturning in a global climate model. J. Phys. Oceanogr. 37, 2672-2681. (doi:10.1175/ 2007JPO3641.1) (Pubitemid 351148274)
9. Matsumoto, K., Tokos, K. S., Price, A. R. & Cox, S. J. 2008 First description of the Minnesota Earth system model for ocean biogeochemistry. Geosci. Model Dev. 1, 1-15.
10. Price, A. R., Voutchkov, I. I., Pound, G. E., Edwards, N. R., Lenton, T. M. & Cox, S. J. 2006 Multiobjective tuning of Grid-enabled Earth system models using a non-dominated sorting genetic algorithm (NSGA-II). In Proc. 2nd IEEE Int. Conf. e-Science and Grid Computing, p. 117. (doi:10.1109/E-SCIENCE. 2006.261050)
11. Rahmstorf, S. 2003 Thermohaline circulation: the current climate. Nature 421, 699. (doi:10.1038/ 421699a)
12. Statnikov, R. B. & Matuzov, J. B. 1995 Multicriteria optimization and engineering. New York, NY: Chapman and Hall.
13. Thain, D., Tannenbaum, T. & Livny, M. 2005 Distributed computing in practice: the Condor experience. Concurr. Comp. Pract. E 17, 323-356. (doi:10.1002/cpe.938) (Pubitemid 40285781)
14. Voutchkov, I. I. & Keane, A. J. 2006 Multiobjective optimization using surrogates. In Proc. 7th Int. Conf. Adaptive Computing in Design and Manufacture, pp. 167-175.
15. Wunsch, C. & Ferrari, R. 2004 Vertical mixing, energy, and the general circulation of the oceans. Annu. Rev. Fluid Mech. 36, 281-314. (doi:10.1146/annurev.fluid.36.050802.122121) (Pubitemid 38381913)
16. Zitzler, E., Deb, K. & Thiele, L. 2000 Comparison of multiobjective evolutionary algorithms: empirical results. Evol. Comput. 8, 173-195. (doi:10.1162/106365600568202)